Artificial intelligence for antimicrobial resistance prediction: challenges and opportunities towards practical implementation

T Ali, S Ahmed, M Aslam - Antibiotics, 2023 - mdpi.com
Antimicrobial resistance (AMR) is emerging as a potential threat to many lives worldwide. It
is very important to understand and apply effective strategies to counter the impact of AMR …

Population genomics of bacterial host adaptation

SK Sheppard, DS Guttman, JR Fitzgerald - Nature Reviews Genetics, 2018 - nature.com
Some bacteria can transfer to new host species, and this poses a risk to human health.
Indeed, an estimated 60% of all human pathogens have originated from other animal …

Producing polished prokaryotic pangenomes with the Panaroo pipeline

G Tonkin-Hill, N MacAlasdair, C Ruis, A Weimann… - Genome biology, 2020 - Springer
Population-level comparisons of prokaryotic genomes must take into account the substantial
differences in gene content resulting from horizontal gene transfer, gene duplication and …

Rapid scoring of genes in microbial pan-genome-wide association studies with Scoary

O Brynildsrud, J Bohlin, L Scheffer, V Eldholm - Genome biology, 2016 - Springer
Genome-wide association studies (GWAS) have become indispensable in human medicine
and genomics, but very few have been carried out on bacteria. Here we introduce Scoary …

Phandango: an interactive viewer for bacterial population genomics

J Hadfield, NJ Croucher, RJ Goater, K Abudahab… - …, 2018 - academic.oup.com
Fully exploiting the wealth of data in current bacterial population genomics datasets requires
synthesizing and integrating different types of analysis across millions of base pairs in …

Fast and flexible bacterial genomic epidemiology with PopPUNK

JA Lees, SR Harris, G Tonkin-Hill… - Genome …, 2019 - genome.cshlp.org
The routine use of genomics for disease surveillance provides the opportunity for high-
resolution bacterial epidemiology. Current whole-genome clustering and multilocus ty** …

Resistance gene cloning from a wild crop relative by sequence capture and association genetics

S Arora, B Steuernagel, K Gaurav… - Nature …, 2019 - nature.com
Disease resistance (R) genes from wild relatives could be used to engineer broad-spectrum
resistance in domesticated crops. We combined association genetics with R gene …

Fast hierarchical Bayesian analysis of population structure

G Tonkin-Hill, JA Lees, SD Bentley… - Nucleic acids …, 2019 - academic.oup.com
We present fastbaps, a fast solution to the genetic clustering problem. Fastbaps rapidly
identifies an approximate fit to a Dirichlet process mixture model (DPM) for clustering …

Pyseer: a comprehensive tool for microbial pangenome-wide association studies

JA Lees, M Galardini, SD Bentley, JN Weiser… - …, 2018 - academic.oup.com
Genome-wide association studies (GWAS) in microbes have different challenges to GWAS
in eukaryotes. These have been addressed by a number of different methods. pyseer brings …

Microbial genome-wide association studies: lessons from human GWAS

RA Power, J Parkhill, T De Oliveira - Nature reviews genetics, 2017 - nature.com
The reduced costs of sequencing have led to whole-genome sequences for a large number
of microorganisms, enabling the application of microbial genome-wide association studies …